{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import missingno as msno\n",
    "\n",
    "from scipy import stats\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "# Suppress warnings from pandas\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "plt.rcParams['font.family'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r samples_data\n",
    "%store -r sample_285\n",
    "%store -r sample_313\n",
    "%store -r adjust_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将 No.285 样本和 No.313 样本的修正数据替换到 样本数据 中\n",
    "for (code_name, i18n_name) in samples_data.keys():\n",
    "    if (code_name, i18n_name) in sample_285.keys():\n",
    "        samples_data.iloc[284][(code_name, i18n_name)] = sample_285[(code_name, i18n_name)]\n",
    "        samples_data.iloc[312][(code_name, i18n_name)] = sample_313[(code_name, i18n_name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "S-ZORB.CAL_H2.PV    氢油比          0.273399\n",
       "S-ZORB.PDI_2102.PV  反应过滤器压差       24.2082\n",
       "S-ZORB.PT_2801.PV   还原器压力         2.52887\n",
       "S-ZORB.FC_2801.PV   还原器流化氢气流量     855.883\n",
       "S-ZORB.TE_2103.PV   反应器上部温度       421.509\n",
       "S-ZORB.TE_2005.PV   反应器底部温度       421.196\n",
       "S-ZORB.PT_2101.PV   反应器顶部压力       2.42709\n",
       "Name: 284, dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 重新查看一下 285号样本\n",
    "samples_data.iloc[284, 16:23]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "S-ZORB.CAL_H2.PV    氢油比          0.261936\n",
       "S-ZORB.PDI_2102.PV  反应过滤器压差       17.1835\n",
       "S-ZORB.PT_2801.PV   还原器压力         2.41706\n",
       "S-ZORB.FC_2801.PV   还原器流化氢气流量     850.301\n",
       "S-ZORB.TE_2103.PV   反应器上部温度       424.969\n",
       "S-ZORB.TE_2005.PV   反应器底部温度       424.522\n",
       "S-ZORB.PT_2101.PV   反应器顶部压力        2.3159\n",
       "Name: 312, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 重新查看一下 313号样本\n",
    "samples_data.iloc[312, 16:23]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(325, 370)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 假设这些 样本数据 中 原料性质 构成了 多元高斯分布（依旧保持假设其原料性质之间没有相对应的关系）\n",
    "source_samples = samples_data[samples_data.columns[[x for x in range(2, 9)]]]\n",
    "# 每一列的均值\n",
    "means = np.mean(source_samples, axis=0)\n",
    "# 特征之间的 协方差矩阵\n",
    "covars = np.cov(source_samples, rowvar=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "MVN_PDF = stats.multivariate_normal.pdf(source_samples.values, mean=means.values, cov=covars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16, 9))\n",
    "plt.plot([x for x in range(0, MVN_PDF.shape[0])], MVN_PDF / MVN_PDF.mean(), 'r', label=\"Multi Variate Normal PDF\")\n",
    "plt.legend(loc = \"upper left\")\n",
    "plt.ylabel(\"Multi Variate Normal PDF\", labelpad=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples_data = samples_data[MVN_PDF / MVN_PDF.mean() >= 0.0001]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(320, 370)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reshape_limit_minmax(column_name, df):\n",
    "    df.drop(df[column_name].idxmax(), inplace=True)\n",
    "    df.drop(df[column_name].idxmin(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 变异系数 $cv_1$\n",
    "abnormal_ratio1 = 0.25  # 可调参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原料属性: 硫含量,μg/g 调整后 变异系数：0.2491865261903844\n",
      "原料属性: 辛烷值RON 调整后 变异系数：0.009763616005638976\n",
      "原料属性: 饱和烃,v%（烷烃+环烷烃） 调整后 变异系数：0.08625563060657625\n",
      "原料属性: 烯烃,v% 调整后 变异系数：0.1959377442772254\n",
      "原料属性: 芳烃,v% 调整后 变异系数：0.08213015291849547\n",
      "原料属性: 溴值,gBr/100g 调整后 变异系数：0.1283867992790455\n",
      "原料属性: 密度(20℃),kg/m³ 调整后 变异系数：0.0056701151301145085\n"
     ]
    }
   ],
   "source": [
    "# 使用 变异系数 加 最大最小限幅降低 样本数据的 变异系数\n",
    "source_samples = samples_data[samples_data.columns[[x for x in range(2, 9)]]]\n",
    "for (code_name, i18n_name) in source_samples.keys():\n",
    "    samples_data_describe = samples_data.describe()\n",
    "    temp_ratio = samples_data_describe.loc['mean', (code_name, i18n_name)] / samples_data_describe.loc['std', (code_name, i18n_name)]\n",
    "    while temp_ratio > abnormal_ratio1:\n",
    "        reshape_limit_minmax((code_name, i18n_name), samples_data)\n",
    "        temp_ratio = samples_data[(code_name, i18n_name)].std() / samples_data[(code_name, i18n_name)].mean()\n",
    "    print(f\"原料属性: {i18n_name} 调整后 变异系数：{temp_ratio}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(286, 370)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按时间进行排序\n",
    "samples_data.sort_values((\"时间\", 'Unnamed: 1_level_1'), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>样本编号</th>\n",
       "      <th>时间</th>\n",
       "      <th colspan=\"7\" halign=\"left\">原料性质</th>\n",
       "      <th>产品性质</th>\n",
       "      <th>...</th>\n",
       "      <th>S-ZORB.CAL_1.CANGLIANG.PV</th>\n",
       "      <th>S-ZORB.FT_1006.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_5204.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_1006.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_5204.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_1503.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_1503.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_1504.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_1504.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.PC_1001A.PV</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_1</th>\n",
       "      <th>Unnamed: 1_level_1</th>\n",
       "      <th>硫含量,μg/g</th>\n",
       "      <th>辛烷值RON</th>\n",
       "      <th>饱和烃,v%（烷烃+环烷烃）</th>\n",
       "      <th>烯烃,v%</th>\n",
       "      <th>芳烃,v%</th>\n",
       "      <th>溴值,gBr/100g</th>\n",
       "      <th>密度(20℃),kg/m³</th>\n",
       "      <th>硫含量,μg/g</th>\n",
       "      <th>...</th>\n",
       "      <th>再生器藏量</th>\n",
       "      <th>加氢裂化轻石脑油进装置流量</th>\n",
       "      <th>汽油产品去气分流量</th>\n",
       "      <th>加氢裂化轻石脑油进装置累积流量</th>\n",
       "      <th>汽油产品去气分累积流量</th>\n",
       "      <th>8.0MPa氢气至循环氢压缩机入口</th>\n",
       "      <th>8.0MPa氢气至循环氢压缩机入口</th>\n",
       "      <th>8.0MPa氢气至反吹氢压缩机出口</th>\n",
       "      <th>8.0MPa氢气至反吹氢压缩机出口</th>\n",
       "      <th>D101原料缓冲罐压力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>325</td>\n",
       "      <td>2017-04-17 08:00:00</td>\n",
       "      <td>266.000000</td>\n",
       "      <td>89.9</td>\n",
       "      <td>46.72</td>\n",
       "      <td>33.78</td>\n",
       "      <td>19.50</td>\n",
       "      <td>45.45</td>\n",
       "      <td>730.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>...</td>\n",
       "      <td>2.642581</td>\n",
       "      <td>8379.94380</td>\n",
       "      <td>158.409230</td>\n",
       "      <td>82306629.25</td>\n",
       "      <td>2103369.350</td>\n",
       "      <td>5419704.000</td>\n",
       "      <td>1352423.75</td>\n",
       "      <td>-13900.46050</td>\n",
       "      <td>445996.8</td>\n",
       "      <td>-120.560472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>324</td>\n",
       "      <td>2017-04-19 08:00:00</td>\n",
       "      <td>266.000000</td>\n",
       "      <td>89.4</td>\n",
       "      <td>46.72</td>\n",
       "      <td>33.78</td>\n",
       "      <td>19.50</td>\n",
       "      <td>45.45</td>\n",
       "      <td>730.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>3.174031</td>\n",
       "      <td>7998.80235</td>\n",
       "      <td>149.533987</td>\n",
       "      <td>82696129.75</td>\n",
       "      <td>2110959.450</td>\n",
       "      <td>4917537.750</td>\n",
       "      <td>1400663.75</td>\n",
       "      <td>-12373.27275</td>\n",
       "      <td>569836.8</td>\n",
       "      <td>-120.047287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>323</td>\n",
       "      <td>2017-04-21 08:00:00</td>\n",
       "      <td>271.428571</td>\n",
       "      <td>89.4</td>\n",
       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
       "      <td>52.02</td>\n",
       "      <td>725.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>2.935758</td>\n",
       "      <td>8246.20925</td>\n",
       "      <td>150.095445</td>\n",
       "      <td>83087625.75</td>\n",
       "      <td>2118469.700</td>\n",
       "      <td>4415371.475</td>\n",
       "      <td>1448903.75</td>\n",
       "      <td>-10846.08550</td>\n",
       "      <td>693676.8</td>\n",
       "      <td>-119.534108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>322</td>\n",
       "      <td>2017-04-24 08:00:00</td>\n",
       "      <td>271.428571</td>\n",
       "      <td>89.2</td>\n",
       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
       "      <td>52.02</td>\n",
       "      <td>725.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>2.752566</td>\n",
       "      <td>8457.86080</td>\n",
       "      <td>148.748365</td>\n",
       "      <td>83687113.25</td>\n",
       "      <td>2129270.425</td>\n",
       "      <td>3662122.000</td>\n",
       "      <td>1521263.75</td>\n",
       "      <td>-8555.30420</td>\n",
       "      <td>879436.8</td>\n",
       "      <td>-118.764337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>321</td>\n",
       "      <td>2017-04-26 08:00:00</td>\n",
       "      <td>271.428571</td>\n",
       "      <td>89.2</td>\n",
       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
       "      <td>52.02</td>\n",
       "      <td>725.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>3.454565</td>\n",
       "      <td>8328.97475</td>\n",
       "      <td>150.441617</td>\n",
       "      <td>84087479.25</td>\n",
       "      <td>2136687.475</td>\n",
       "      <td>3159955.750</td>\n",
       "      <td>1569503.75</td>\n",
       "      <td>-7028.11670</td>\n",
       "      <td>1003276.5</td>\n",
       "      <td>-118.251152</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 370 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  样本编号                  时间        原料性质                        \\\n",
       "    Unnamed: 0_level_1  Unnamed: 1_level_1    硫含量,μg/g 辛烷值RON 饱和烃,v%（烷烃+环烷烃）   \n",
       "324                325 2017-04-17 08:00:00  266.000000   89.9          46.72   \n",
       "323                324 2017-04-19 08:00:00  266.000000   89.4          46.72   \n",
       "322                323 2017-04-21 08:00:00  271.428571   89.4          47.19   \n",
       "321                322 2017-04-24 08:00:00  271.428571   89.2          47.19   \n",
       "320                321 2017-04-26 08:00:00  271.428571   89.2          47.19   \n",
       "\n",
       "                                                产品性质  ...  \\\n",
       "     烯烃,v%  芳烃,v% 溴值,gBr/100g 密度(20℃),kg/m³ 硫含量,μg/g  ...   \n",
       "324  33.78  19.50       45.45         730.0     11.8  ...   \n",
       "323  33.78  19.50       45.45         730.0      3.6  ...   \n",
       "322  31.30  21.51       52.02         725.2      3.2  ...   \n",
       "321  31.30  21.51       52.02         725.2      3.2  ...   \n",
       "320  31.30  21.51       52.02         725.2      3.2  ...   \n",
       "\n",
       "    S-ZORB.CAL_1.CANGLIANG.PV S-ZORB.FT_1006.DACA.PV S-ZORB.FT_5204.DACA.PV  \\\n",
       "                        再生器藏量          加氢裂化轻石脑油进装置流量              汽油产品去气分流量   \n",
       "324                  2.642581             8379.94380             158.409230   \n",
       "323                  3.174031             7998.80235             149.533987   \n",
       "322                  2.935758             8246.20925             150.095445   \n",
       "321                  2.752566             8457.86080             148.748365   \n",
       "320                  3.454565             8328.97475             150.441617   \n",
       "\n",
       "    S-ZORB.FT_1006.TOTALIZERA.PV S-ZORB.FT_5204.TOTALIZERA.PV  \\\n",
       "                 加氢裂化轻石脑油进装置累积流量                  汽油产品去气分累积流量   \n",
       "324                  82306629.25                  2103369.350   \n",
       "323                  82696129.75                  2110959.450   \n",
       "322                  83087625.75                  2118469.700   \n",
       "321                  83687113.25                  2129270.425   \n",
       "320                  84087479.25                  2136687.475   \n",
       "\n",
       "    S-ZORB.FT_1503.DACA.PV S-ZORB.FT_1503.TOTALIZERA.PV  \\\n",
       "         8.0MPa氢气至循环氢压缩机入口            8.0MPa氢气至循环氢压缩机入口   \n",
       "324            5419704.000                   1352423.75   \n",
       "323            4917537.750                   1400663.75   \n",
       "322            4415371.475                   1448903.75   \n",
       "321            3662122.000                   1521263.75   \n",
       "320            3159955.750                   1569503.75   \n",
       "\n",
       "    S-ZORB.FT_1504.DACA.PV S-ZORB.FT_1504.TOTALIZERA.PV S-ZORB.PC_1001A.PV  \n",
       "         8.0MPa氢气至反吹氢压缩机出口            8.0MPa氢气至反吹氢压缩机出口        D101原料缓冲罐压力  \n",
       "324           -13900.46050                     445996.8        -120.560472  \n",
       "323           -12373.27275                     569836.8        -120.047287  \n",
       "322           -10846.08550                     693676.8        -119.534108  \n",
       "321            -8555.30420                     879436.8        -118.764337  \n",
       "320            -7028.11670                    1003276.5        -118.251152  \n",
       "\n",
       "[5 rows x 370 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing Value Ratio: S-ZORB.FC_2301.PV[D105流化氢气流量]:  => 0.5629370629370629\n",
      "Missing Value Ratio: S-ZORB.FT_9301.PV[蒸汽进装置流量]:  => 0.986013986013986\n",
      "Missing Value Ratio: S-ZORB.FT_1501.PV[新氢进装置流量]:  => 0.12937062937062938\n",
      "Missing Value Ratio: S-ZORB.FT_5104.PV[轻烃出装置流量]:  => 0.5979020979020979\n",
      "Missing Value Ratio: S-ZORB.FT_9101.PV[污油出装置]:  => 0.5769230769230769\n",
      "Missing Value Ratio: S-ZORB.FT_9402.PV[非净化风进装置流量]:  => 0.9965034965034965\n",
      "Missing Value Ratio: S-ZORB.FT_1002.PV[1#催化汽油进装置流量]:  => 0.5769230769230769\n",
      "Missing Value Ratio: S-ZORB.FT_1003.PV[2#催化汽油进装置流量]:  => 0.9895104895104895\n",
      "Missing Value Ratio: S-ZORB.FT_1004.PV[3#催化汽油进装置流量]:  => 0.9615384615384616\n",
      "Missing Value Ratio: S-ZORB.FC_1202.PV[D121顶去放火炬流量]:  => 0.34265734265734266\n",
      "Missing Value Ratio: S-ZORB.FC_3103.PV[再生冷氮气流量]:  => 0.32517482517482516\n",
      "Missing Value Ratio: S-ZORB.FT_1002.TOTAL[0]:  => 0.42657342657342656\n",
      "Missing Value Ratio: S-ZORB.FT_1501.TOTAL[新氢进装置流量]:  => 0.6223776223776224\n",
      "Missing Value Ratio: S-ZORB.FT_5102.PV[0]:  => 0.6573426573426573\n",
      "Missing Value Ratio: S-ZORB.FT_3303.DACA[D-123蒸汽出口流量]:  => 0.9965034965034965\n",
      "Missing Value Ratio: S-ZORB.FT_2901.DACA[D-109松动风流量]:  => 0.5769230769230769\n",
      "Missing Value Ratio: S-ZORB.FC_2432.DACA[D-106热氮气流量]:  => 0.993006993006993\n",
      "Missing Value Ratio: S-ZORB.FT_2303.DACA[D-105下锥体松动风流量]:  => 0.965034965034965\n",
      "Missing Value Ratio: S-ZORB.FT_2302.DACA[D-105上跨接线松动风流量]:  => 0.9895104895104895\n",
      "Missing Value Ratio: S-ZORB.FT_2002.DACA[热循环气去R101底提升气管流量]:  => 0.9335664335664335\n",
      "Missing Value Ratio: S-ZORB.FC_1104.DACA[进料调节阀旁路流量]:  => 0.04895104895104895\n",
      "Missing Value Ratio: S-ZORB.FT_2803.DACA[紧急氢气去D-102流量]:  => 0.0944055944055944\n",
      "Missing Value Ratio: S-ZORB.FT_1502.DACA[补充氢压缩机出口返回管流量]:  => 0.05944055944055944\n",
      "Missing Value Ratio: S-ZORB.FT_3702.DACA[闭锁料斗H2过滤器出口气流量]:  => 0.8286713286713286\n",
      "Missing Value Ratio: S-ZORB.FC_2432.PIDA.SP[3.0步骤FIC2432.SP]:  => 0.993006993006993\n",
      "Missing Value Ratio: S-ZORB.TEX_3103A.DACA[EH-102加热元件/A束温度]:  => 0.32867132867132864\n",
      "Missing Value Ratio: S-ZORB.FT_5102.DACA.PV[D-201含硫污水排量]:  => 0.5804195804195804\n",
      "Missing Value Ratio: S-ZORB.FT_1006.DACA.PV[加氢裂化轻石脑油进装置流量]:  => 0.8846153846153846\n",
      "Missing Value Ratio: S-ZORB.FT_5204.DACA.PV[汽油产品去气分流量]:  => 0.7272727272727273\n",
      "Missing Value Ratio: S-ZORB.FT_1006.TOTALIZERA.PV[加氢裂化轻石脑油进装置累积流量]:  => 0.9545454545454546\n",
      "Missing Value Ratio: S-ZORB.FT_1503.TOTALIZERA.PV[8.0MPa氢气至循环氢压缩机入口]:  => 0.993006993006993\n",
      "Missing Value Ratio: S-ZORB.FT_1504.TOTALIZERA.PV[8.0MPa氢气至反吹氢压缩机出口]:  => 0.993006993006993\n"
     ]
    }
   ],
   "source": [
    "# 查询 样本数据 的 零值占比\n",
    "samples_nonzeroratio = samples_data.iloc[:, 2:].astype(bool).sum(axis=0) / samples_data.shape[0]\n",
    "samples_dummy_columns = []\n",
    "for (code_name, i18n_name) in samples_nonzeroratio.keys():\n",
    "    if samples_nonzeroratio[(code_name, i18n_name)] != 1.0:\n",
    "        print(f\"Missing Value Ratio: {code_name}[{i18n_name}]:  => {samples_nonzeroratio[(code_name, i18n_name)]}\")\n",
    "        samples_dummy_columns.append((code_name, i18n_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "检查下面的变量取值范围是否包含0\n",
    "\n",
    "+ ('S-ZORB.FC_2301.PV', 'D105流化氢气流量')                    0-350\n",
    "+ ('S-ZORB.FT_1501.PV', '新氢进装置流量')                      0-3500\n",
    "+ ('S-ZORB.FT_5104.PV', '轻烃出装置流量')                     0-3500\n",
    "+ ('S-ZORB.FT_9101.PV', '污油出装置')                         0-85\n",
    "+ ('S-ZORB.FT_1002.PV', '1#催化汽油进装置流量')               0-140\n",
    "+ ('S-ZORB.FT_1004.PV', '3#催化汽油进装置流量')                 0-90\n",
    "+ ('S-ZORB.FC_1202.PV', 'D121顶去放火炬流量')                0-300\n",
    "+ ('S-ZORB.FC_3103.PV', '再生冷氮气流量')                     0-80\n",
    "+ ('S-ZORB.FT_1002.TOTAL', 0)                            0-620\n",
    "+ ('S-ZORB.FT_1501.TOTAL', '新氢进装置流量')                0-55000000\n",
    "+ ('S-ZORB.FT_5102.PV', 0)                                   0-450\n",
    "+ ('S-ZORB.FT_2901.DACA', 'D-109松动风流量'),                   0-30\n",
    "+ ('S-ZORB.FT_2002.DACA', '热循环气去R101底提升气管流量')        0-400\n",
    "+ ('S-ZORB.FC_1104.DACA', '进料调节阀旁路流量')                  0-1\n",
    "+ ('S-ZORB.FT_2803.DACA', '紧急氢气去D-102流量')                0-3\n",
    "+ ('S-ZORB.FT_1502.DACA', '补充氢压缩机出口返回管流量')          0-2500\n",
    "+ ('S-ZORB.FT_3702.DACA', '闭锁料斗H2过滤器出口气流量')           0-60\n",
    "+ ('S-ZORB.TEX_3103A.DACA', 'EH-102加热元件/A束温度')           0-100\n",
    "+ ('S-ZORB.FT_5102.DACA.PV', 'D-201含硫污水排量')              0-420\n",
    "+ ('S-ZORB.FT_1006.DACA.PV', '加氢裂化轻石脑油进装置流量')       0-12000\n",
    "+ ('S-ZORB.FT_5204.DACA.PV', '汽油产品去气分流量')               0-2500\n",
    "\n",
    "即存在零值的属性其值域都包含了零，但是考虑到上述属性值值域范围在边界的情况下才为0，因此不考虑其取零值的情况，只作为缺失的情况进行考虑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('seaborn')\n",
    "plt.rcParams['font.family'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化呈现 样本数据 中属性中属性值存在零值的属性的分布\n",
    "msno.matrix(samples_data[samples_dummy_columns].replace(0, np.nan), figsize=(25, 9), fontsize=12, labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 缺失值比例\n",
    "missing_ratio2 = 0.95  # 可调参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可以直接进行删除的特征：[('S-ZORB.FC_2301.PV', 'D105流化氢气流量'), ('S-ZORB.FT_1501.PV', '新氢进装置流量'), ('S-ZORB.FT_5104.PV', '轻烃出装置流量'), ('S-ZORB.FT_9101.PV', '污油出装置'), ('S-ZORB.FT_1002.PV', '1#催化汽油进装置流量'), ('S-ZORB.FC_1202.PV', 'D121顶去放火炬流量'), ('S-ZORB.FC_3103.PV', '再生冷氮气流量'), ('S-ZORB.FT_1002.TOTAL', 0), ('S-ZORB.FT_1501.TOTAL', '新氢进装置流量'), ('S-ZORB.FT_5102.PV', 0), ('S-ZORB.FT_2901.DACA', 'D-109松动风流量'), ('S-ZORB.FT_2002.DACA', '热循环气去R101底提升气管流量'), ('S-ZORB.FC_1104.DACA', '进料调节阀旁路流量'), ('S-ZORB.FT_2803.DACA', '紧急氢气去D-102流量'), ('S-ZORB.FT_1502.DACA', '补充氢压缩机出口返回管流量'), ('S-ZORB.FT_3702.DACA', '闭锁料斗H2过滤器出口气流量'), ('S-ZORB.TEX_3103A.DACA', 'EH-102加热元件/A束温度'), ('S-ZORB.FT_5102.DACA.PV', 'D-201含硫污水排量'), ('S-ZORB.FT_1006.DACA.PV', '加氢裂化轻石脑油进装置流量'), ('S-ZORB.FT_5204.DACA.PV', '汽油产品去气分流量')]\n",
      "========================================\n",
      "需要进行数值填充的特征：[('S-ZORB.FT_9301.PV', '蒸汽进装置流量'), ('S-ZORB.FT_9402.PV', '非净化风进装置流量'), ('S-ZORB.FT_1003.PV', '2#催化汽油进装置流量'), ('S-ZORB.FT_1004.PV', '3#催化汽油进装置流量'), ('S-ZORB.FT_3303.DACA', 'D-123蒸汽出口流量'), ('S-ZORB.FC_2432.DACA', 'D-106热氮气流量'), ('S-ZORB.FT_2303.DACA', 'D-105下锥体松动风流量'), ('S-ZORB.FT_2302.DACA', 'D-105上跨接线松动风流量'), ('S-ZORB.FC_2432.PIDA.SP', '3.0步骤FIC2432.SP'), ('S-ZORB.FT_1006.TOTALIZERA.PV', '加氢裂化轻石脑油进装置累积流量'), ('S-ZORB.FT_1503.TOTALIZERA.PV', '8.0MPa氢气至循环氢压缩机入口'), ('S-ZORB.FT_1504.TOTALIZERA.PV', '8.0MPa氢气至反吹氢压缩机出口')]\n"
     ]
    }
   ],
   "source": [
    "# 对 缺失值较多属性值 的属性进行丢弃 对 缺失值较少属性值 的属性进行插值\n",
    "samples_delete_columns = []\n",
    "samples_insert_columns = []\n",
    "for (code_name, i18n_name) in samples_nonzeroratio.keys():\n",
    "    if samples_nonzeroratio[(code_name, i18n_name)] < missing_ratio2:\n",
    "        # print(f\"code_name: {code_name} => nonzero_ratio: {samples_nonzeroratio[(code_name, i18n_name)]}\")\n",
    "        samples_delete_columns.append((code_name, i18n_name))\n",
    "    elif missing_ratio2 <= samples_nonzeroratio[(code_name, i18n_name)] < 1:\n",
    "        samples_insert_columns.append((code_name, i18n_name))\n",
    "samples_data = samples_data.drop(columns=samples_delete_columns, axis=1)\n",
    "print(f\"可以直接进行删除的特征：{samples_delete_columns}\")\n",
    "print(f\"{'='*40}\")\n",
    "print(f\"需要进行数值填充的特征：{samples_insert_columns}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化呈现 样本数据 中属性中属性值需要进行填充的情况\n",
    "msno.matrix(samples_data[samples_insert_columns].replace(0, np.nan), figsize=(25, 9), fontsize=12, labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用 线性插值的方式 对缺失的属性值进行插值操作\n",
    "samples_data = samples_data.replace(0, np.NaN).interpolate(\"linear\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "abnormal column value [('S-ZORB.PT_7503.DACA', 'K-102A进气压力'), ('S-ZORB.CAL.LEVEL.PV', '反应器料位'), ('S-ZORB.FT_1204.TOTAL', 0), ('S-ZORB.AT_5201.PV', '精制汽油出装置硫含量'), ('S-ZORB.LT_9101.DACA', '火炬罐D-206液位'), ('S-ZORB.TE_1107.DACA.PV', 'E-101DEF壳程出口温度'), ('S-ZORB.PDC_2502.PV', 'D107转剂线压差'), ('S-ZORB.LT_9001.DACA', 'D-203底部液位'), ('S-ZORB.FT_2001.DACA', '紧急氢气去R-101流量'), ('S-ZORB.PDT_3503.DACA', 'ME-112过滤器压差'), ('S-ZORB.AI_2903.PV', '再生烟气氧含量'), ('S-ZORB.LT_1301.DACA', 'D-103底部液位'), ('S-ZORB.PDT_2503.DACA', 'D-107底排放滑阀压差'), ('S-ZORB.PDT_2606.DACA', 'R-102底滑阀差压'), ('S-ZORB.PT_7107.DACA', 'K-101A排气压力'), ('S-ZORB.PT_7103.DACA', 'K-101A进气压力'), ('S-ZORB.LT_3101.DACA', 'D-124液位'), ('S-ZORB.ZT_2634.DACA', 'R-102底滑阀'), ('S-ZORB.SIS_LT_1001.PV', '原料缓冲罐液位'), ('S-ZORB.PDT_1004.DACA', 'ME-104出入口'), ('S-ZORB.PDT_2409.DACA', 'ME-115过滤器压差'), ('S-ZORB.PDT_1002.DACA', 'P-101A入口过滤器差压'), ('S-ZORB.PT_7505B.DACA', 'K-102B排气压力'), ('S-ZORB.BS_AT_2401.PV', '闭锁料斗烃含量'), ('S-ZORB.SIS_PT_2602.PV', '再生器顶部/再生器接收器差压'), ('S-ZORB.PDT_2605.DACA', 'R-102底喷头压差'), ('S-ZORB.LT_3801.DACA', 'D-125液位'), ('S-ZORB.LI_2107.DACA', 'TAG表和PID图未见PDI-2107点，是否为DI-2107'), ('S-ZORB.DT_2107.DACA', 'R-101上部床层压降'), ('S-ZORB.PDT_2906.DACA', 'ME-108过滤器差压'), ('S-ZORB.BS_AT_2402.PV', '闭锁料斗氧含量'), ('S-ZORB.AT-0012.DACA.PV', 'S_ZORB AT-0012'), ('S-ZORB.PDT_1003.DACA', 'P-101B入口过滤器差压'), ('S-ZORB.LT_2901.DACA', 'D-109吸附剂料位'), ('S-ZORB.TE_2001.DACA', 'R-101床层中部温度')]\n"
     ]
    }
   ],
   "source": [
    "samples_data_describe = samples_data.iloc[:, 16:].describe()\n",
    "delete_columns = set()\n",
    "for (code_name, i18n_name) in samples_data_describe.keys():\n",
    "    temp_row = adjust_data.loc[adjust_data['位号'] == code_name]\n",
    "    if temp_row['min'].values[0]:\n",
    "        if samples_data_describe[(code_name, i18n_name)]['min'] < float(temp_row['min'].values[0]):\n",
    "            delete_columns.add((code_name, i18n_name))\n",
    "    if temp_row['max'].values[0]:\n",
    "        if samples_data_describe[(code_name, i18n_name)]['max'] > float(temp_row['max'].values[0]):\n",
    "            delete_columns.add((code_name, i18n_name))\n",
    "print(f'abnormal column value {list(delete_columns)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(286, 315)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples_data = samples_data.drop(list(delete_columns), axis=1)\n",
    "samples_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 相关系数 $cc_{1}$\n",
    "threshold = 0.8  # 可调参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'threshold' (float)\n",
      "Stored 'filter_samples_data' (DataFrame)\n"
     ]
    }
   ],
   "source": [
    "filter_samples_data = samples_data\n",
    "%store threshold\n",
    "%store filter_samples_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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